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Cloud Analytics Benchmark

Summary: Analyzes Snowflake traces to expose gaps in TPC-H/TPC-DS for cloud workloads. Introduces CAB, a benchmark modeling workload fluctuations and multi-tenancy, with user-centric cost and performance metrics across analytics architectures. (summarized by gpt-5.6-luna on Jul 24 2026)

Paper ID
hcfa1e232296ec0c2
Venue
VLDB
Year
2023
Pagerank
7.4212268e-05
Overall Rank
3,303 | 77.87%
DOI
10.14778/3583140.3583156
PDF
Download (CC BY-NC-ND 4.0)

Incoming Non-self Citations Over Time

Authors

BibTeX Citation

@article{renen_vldb23,
        title = {{Cloud Analytics Benchmark}},
        author = {van Renen, Alexander and Leis, Viktor},
        journal = {PVLDB},
        series = {{VLDB} '23},
        volume = {16},
        number = {6},
        pages = {1413--1425},
        doi = {10.14778/3583140.3583156},
        url = {https://doi.org/10.14778/3583140.3583156},
        year = {2023}
}

Incoming Citations (Sorted by Pagerank)

Showing 24 of 24 citing papers.

Rank Citing Paper Year Venue Pagerank
1,791 Why TPC Is Not Enough: An Analysis of the Amazon Redshift Fleet 2024 VLDB 9.6212919e-05
2,239 BtrBlocks: Efficient Columnar Compression for Data Lakes 2023 SIGMOD 8.7753778e-05
3,909 SQLStorm: Taking Database Benchmarking into the LLM Era 2025 VLDB 6.9127576e-05
4,641 How Good are Learned Cost Models, Really? Insights from Query Optimization Tasks 2025 SIGMOD 6.4739208e-05
6,572 MotherDuck: DuckDB in the cloud and in the client 2024 CIDR 5.7274794e-05
6,658 Workload Insights From The Snowflake Data Cloud: What Do Production Analytic Queries Really Look Like? 2025 VLDB 5.7025639e-05
6,994 Two Birds With One Stone: Designing a Hybrid Cloud Storage Engine for HTAP 2024 VLDB 5.6094434e-05
7,264 Pruning in Snowflake: Working Smarter, Not Harder 2025 SIGMOD 5.5557256e-05
8,311 ELT-Bench: An End-to-End Benchmark for Evaluating AI Agents on ELT Pipelines 2026 VLDB 5.3410298e-05
8,662 PBench: Workload Synthesizer with Real Statistics for Cloud Analytics Benchmarking 2025 VLDB 5.2781431e-05
9,011 Improving DBMS Scheduling Decisions with Accurate Performance Prediction on Concurrent Queries 2025 VLDB 5.2238303e-05
9,050 AutoComp: Automated Data Compaction for Log-Structured Tables in Data Lakes 2025 SIGMOD 5.2152045e-05
9,243 CloudGlide: Deconstructing the Landscape of Cloud-Based Analytics 2025 VLDB 5.1864799e-05
9,494 SQLBarber: A System Leveraging Large Language Models to Generate Customized and Realistic SQL Workloads 2026 SIGMOD 5.1541298e-05
10,278 Redbench: Workload Synthesis From Cloud Traces 2026 VLDB 5.0334833e-05
10,340 Fast and Scalable Data Transfer Across Data Systems 2025 SIGMOD 5.0210286e-05
10,429 Survivorship Bias in Industrial Database Workloads 2026 CIDR 4.9605343e-05
10,561 NeurBench: A Benchmark Suite for Learned Database Components with Drift Modeling: [Experiments & Analysis] 2026 SIGMOD 4.9605343e-05
10,927 Interoperable ACID Transactions for Open Table Formats 2026 VLDB 4.9605343e-05
10,981 Hermes at Scale: Powering Distributed Queries with a Unified Memory Fabric 2026 VLDB 4.9605343e-05
11,011 Ultron: History-Based Query Optimization at Databricks 2026 VLDB 4.9605343e-05
11,196 Flux: Unifying Heterogeneous Infrastructure for Alibaba AnalyticDB 2025 SIGMOD 4.9605343e-05
11,440 Freely Moving Between the OLTP and OLAP Worlds: Hermes – an High-Performance OLAP Accelerator for MySQL 2025 VLDB 4.9605343e-05
11,597 High-Performance Query Processing with NVMe Arrays: Spilling without Killing Performance 2024 SIGMOD 4.9605343e-05
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Outgoing Citations (Sorted by Pagerank)

Showing 8 of 8 cited papers.

Citations counted here include only citations to other VLDB/SIGMOD/CIDR/PODS papers in this database.

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